Performance skills

TensorBoard

davila7

Visualize and debug machine learning models effectively.

M

Model Pruning

davila7

Compress LLMs and speed up inference with pruning techniques.

GPTQ Quantization

davila7

Efficiently deploy large LLMs on consumer GPUs with minimal loss.

H

Half-Quadratic Quantization

davila7

Efficient model quantization without calibration data.

GGUF Quantization

davila7

Efficient model deployment for consumer hardware.

Flash Attention Optimization

davila7

Enhance transformer performance with optimized attention.

B

BitsAndBytes Quantization

davila7

Optimize LLMs with efficient quantization techniques.

A

AWQ Quantization

davila7

Optimize large models with 4-bit quantization.

Web Quality Audit

davila7

Run comprehensive audits for performance, accessibility, and SEO.

TensorRT-LLM

davila7

Optimize LLM inference for NVIDIA GPUs with TensorRT.

Performance Profiling

davila7

Measure, analyze, and optimize your web performance.